PLS;
consistent partial least squares;
SEM;
variance-based structural equation modeling;
Monte Carlo simulation;
STRUCTURAL EQUATION MODELS;
MAXIMUM-LIKELIHOOD;
PLS-SEM;
RIGDONS RETHINKING;
LATENT-VARIABLES;
MEDIATING ROLE;
SYSTEMS;
REGRESSION;
PRAISE;
D O I:
10.25300/MISQ/2015/39.2.02
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
This paper resumes the discussion in information systems research on the use of partial least squares (PLS) path modeling and shows that the inconsistency of PLS path coefficient estimates in the case of reflective measurement can have adverse consequences for hypothesis testing. To remedy this, the study introduces a vital extension of PLS: consistent PLS (PLSc). PLSc provides a correction for estimates when PLS is applied to reflective constructs: The path coefficients, inter-construct correlations, and indicator loadings become consistent. The outcome of a Monte Carlo simulation reveals that the bias of PLSc parameter estimates is comparable to that of covariance-based structural equation modeling. Moreover, the outcome shows that PLSc has advantages when using non-normally distributed data. We discuss the implications for IS research and provide guidelines for choosing among structural equation modeling techniques.
机构:
Department of Economics, Econometrics and Finance, University of Groningen, GroningenDepartment of Economics, Econometrics and Finance, University of Groningen, Groningen
Dijkstra T.K.
Schermelleh-Engel K.
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h-index: 0
机构:
Department of Psychology, Goethe University, Frankfurt am MainDepartment of Economics, Econometrics and Finance, University of Groningen, Groningen
机构:
Hamburg Univ Technol, Inst Human Resource Management & Org, Hamburg, Germany
Univ Newcastle, Fac Business & Law, Newcastle, NSW, AustraliaUniv Twente, Dept Design, Enschede, Netherlands
Ringle, Christian M.
Sarstedt, Marko
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h-index: 0
机构:
Univ Newcastle, Fac Business & Law, Newcastle, NSW, Australia
Otto Von Guericke Univ, Inst Mkt, Magdeburg, GermanyUniv Twente, Dept Design, Enschede, Netherlands
机构:
Univ Naples Parthenope, Dept Management & Quantitat Studies, Via Gen Parisi 13, I-80132 Naples, ItalyUniv Naples Federico II, Dept Social Sci, Vico Monte Pieta 1, I-80138 Naples, Italy
Rocca, Antonella
Quintano, Claudio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Naples Suor Orsola Benincasa, Dept Legal Sci, Corso Vittorio Emanuele 292, I-80132 Naples, ItalyUniv Naples Federico II, Dept Social Sci, Vico Monte Pieta 1, I-80138 Naples, Italy